Skip to main content

Model comparison

GPT-5.4 nano vs Ternary Bonsai 4B

Data verified

Head-to-head evidence from 0 shared benchmark results across 0 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

No sourced benchmark result is currently shared by both models. This page therefore compares only the available metadata, pricing, and runtime rows; it does not name a quality winner.
66.79/100
No comparison
N/A
0 category wins0 category wins

Public leaderboard positions: GPT-5.4 nano #25 (Supported); Ternary Bonsai 4B unranked (Not scored). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. GPT-5.4 nano and Ternary Bonsai 4B share 0 comparable benchmark results. 0 of 8 categories are comparable. 29 results are unique to GPT-5.4 nano; 0 to Ternary Bonsai 4B.

Updated July 21, 2026
Shared results
0
GPT-5.4 nano only
29
Ternary Bonsai 4B only
0
Comparable categories
0 / 8

Benchmark data for GPT-5.4 nano and Ternary Bonsai 4B is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 0 shared benchmark results across 0 evidence categories; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

BenchLM does not have sourced benchmark coverage for Ternary Bonsai 4B yet. This comparison is currently limited to metadata such as context window, reasoning mode, and pricing where available.

GPT-5.4 nano is priced at $0.20 input / $1.25 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for Ternary Bonsai 4B. GPT-5.4 nano has the larger context window at 400K, compared with 32K for Ternary Bonsai 4B.

Operational comparison

Runtime and commercial metrics are compared only when both models have a complete sourced value.

MetricGPT-5.4 nanoTernary Bonsai 4BComparison
Input / output priceUSD per 1M tokensGPT-5.4 nano$0.2 input / $1.25 outputTernary Bonsai 4B$0 input / $0 outputTernary Bonsai 4B has the lower combined listed price.
Generation speedtokens per secondGPT-5.4 nano191 tok/sTernary Bonsai 4BNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenGPT-5.4 nano3.64 sTernary Bonsai 4BNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensGPT-5.4 nano400KTernary Bonsai 4B32KGPT-5.4 nano lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkGPT-5.4 nanoTernary Bonsai 4BResult
Terminal-Bench 2.0Source 46.3%Not comparable
OSWorld-VerifiedSource 39%Not comparable
MCP AtlasSource 56.1%Not comparable
ToolathlonSource 35.5%Not comparable
τ²-bench resultsSource 76%Not comparable
AA Agentic IndexSource 27.5%Not comparable
APEX-Agents-AASource 24.9%Not comparable
GDPval-AASource 30.0%Not comparable
GDPval-AASource 1100Not comparable
Coding
BenchmarkGPT-5.4 nanoTernary Bonsai 4BResult
Vibe Code BenchSource 26.10%Not comparable
AA Coding IndexSource 56.1%Not comparable
AA-SciCodeSource 46.9%Not comparable
Reasoning
BenchmarkGPT-5.4 nanoTernary Bonsai 4BResult
AA-LCRSource 66.0%Not comparable
CritPtSource 9.3%Not comparable
Knowledge
BenchmarkGPT-5.4 nanoTernary Bonsai 4BResult
GPQASource 82.8%Not comparable
HLESource 37.7%Not comparable
HLE w/o toolsSource 24.3%Not comparable
Artificial Analysis Intelligence IndexSource 38.2%Not comparable
AA-GPQA DiamondSource 81.7%Not comparable
AA-HLESource 26.5%Not comparable
AA-Omniscience IndexSource -29.5%Not comparable
AA-Omniscience AccuracySource 25.4%Not comparable
AA-Omniscience Hallucination RateSource 73.6%Not comparable
Math
BenchmarkGPT-5.4 nanoTernary Bonsai 4BResult
FrontierMath v2 (Tiers 1-3)Source 25.860%Not comparable
FrontierMath v2 (Tier 4)Source 6.250%Not comparable
Multimodal
BenchmarkGPT-5.4 nanoTernary Bonsai 4BResult
MMMU-ProSource 66.1%Not comparable
MMMU-Pro w/ PythonSource 69.5%Not comparable
AA-MMMU-ProSource 65.4%Not comparable
Inst. Following
BenchmarkGPT-5.4 nanoTernary Bonsai 4BResult
AA-IFBenchSource 75.9%Not comparable
Frequently Asked Questions (3)

Can I compare GPT-5.4 nano and Ternary Bonsai 4B on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.

Why does this comparison show “coming soon”?

BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.

What data is available for GPT-5.4 nano and Ternary Bonsai 4B today?

GPT-5.4 nano: $0.20 input / $1.25 output per 1M tokens Ternary Bonsai 4B: $0.00 input / $0.00 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

Related Comparisons

Last updated: July 21, 2026

Choose a model with this week’s evidence

Join 2,000+ readers for ranking moves, pricing changes, and the claims that still need proof.

One email each week. Unsubscribe anytime.